# Open Information Extraction on SWDE University

Source: [Open Information Extraction on SWDE University](<https://www.sota2.com/research/sota/open-information-extraction-on-swde-university>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:57:14.562Z

Evaluation of Open Information Extraction performance on the SWDE University dataset, typically measured using Pair F1 score.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Open Information Extraction |
| Dataset (including any stated split) | SWDE University |
| Metric | Pair F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Pair F1](<https://www.sota2.com/research/sota/open-information-extraction-on-swde-university.md?metric=Pair%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pair F1 | Result date | Report paper |
| --- | --- | --- | --- |
| DOM-LM | 77.5 | Not recorded | 68fa6ba21e209131cea2f72c |
| RoBERTa-Structural | 73 | Not recorded | 68fa6ba21e209131cea2f72c |
| RoBERTa-Base | 68.6 | Not recorded | 68fa6ba21e209131cea2f72c |
| DOM-LM | 55.2 | Not recorded | 68fa6ba21e209131cea2f72c |
| ZeroShotCeres | 50 | Not recorded | 68fa6ba21e209131cea2f72c |
| RoBERTa-Structural | 42.3 | Not recorded | 68fa6ba21e209131cea2f72c |
| OpenCeres | 40 | Not recorded | 68fa6ba21e209131cea2f72c |
| RoBERTa-Base | 38 | Not recorded | 68fa6ba21e209131cea2f72c |

### DOM-LM

Pair F1: 77.5. Result ID: 698e9b26ffc3901de09f14c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Few-shot"}. This record does not assert independent reproduction.

### RoBERTa-Structural

Pair F1: 73. Result ID: 698e9b26ffc3901de09f14c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Evaluation Setting":"Few-shot"}. This record does not assert independent reproduction.

### RoBERTa-Base

Pair F1: 68.6. Result ID: 698e9b26ffc3901de09f14c4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Evaluation Setting":"Few-shot"}. This record does not assert independent reproduction.

### DOM-LM

Pair F1: 55.2. Result ID: 698e9b26ffc3901de09f14c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction.

### ZeroShotCeres

Pair F1: 50. Result ID: 698e9b26ffc3901de09f14c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67881e209131cea16b22.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction.

### RoBERTa-Structural

Pair F1: 42.3. Result ID: 698e9b26ffc3901de09f14c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction.

### OpenCeres

Pair F1: 40. Result ID: 698e9b26ffc3901de09f14c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

Recorded evaluation configuration: {"Evaluation Setting":"Few-shot"}. This record does not assert independent reproduction.

### RoBERTa-Base

Pair F1: 38. Result ID: 698e9b26ffc3901de09f14c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ba21e209131cea2f72c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction.

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